#' @param max_iter The maximum number of iterations to use.
#' @param reg_param Regularization parameter (aka lambda)
#' @param tol Param for the convergence tolerance for iterative algorithms.
#' @param fit_intercept Boolean; should the model be fit with an intercept term?
#' @param weight_col The name of the column to use as weights for the model fit.
